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Automation Risk Analysis

Will “Scientist Propagator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #86 of 702. Estimated risk: 2.1%

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AI Exposure Risk

57%

“Scientist Propagator” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 57% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

42%

“Scientist Propagator” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 42% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Soil and Plant Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Conduct research in breeding, physiology, production, yield, and management of crops and agricultural plants or trees, shrubs, and nursery stock, their growth in soils, and control of pests; or study the chemical, physical, biological, and mineralogical composition of soils as they relate to plant or crop growth. May classify and map soils and investigate effects of alternative practices on soil and crop productivity.

Avg. Annual Salary $83,040
Avg. Hourly Wage $39.92
Available Jobs (US) 16,600
Job Title & Hierarchy Code (SOC) Soil and Plant Scientists #19-1013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Soil and Plant Scientists”

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Core Skills & Abilities

  • Research technical requirements or environmental impacts of urban green spaces, such as green roof installations.

  • Plan or supervise land conservation or reclamation programs for industrial development projects.

  • Conduct research to determine best methods of planting, spraying, cultivating, harvesting, storing, processing, or transporting horticultural products.

  • Study insect distribution or habitat and recommend methods to prevent importation or spread of injurious species.

  • Develop environmentally safe methods or products for controlling or eliminating weeds, crop diseases, or pests.

  • Investigate soil problems or poor water quality to determine sources and effects.

  • Develop ways of altering soils to suit different types of plants.

  • Consult with engineers or other technical personnel working on construction projects about the effects of soil problems and possible solutions to these problems.

  • Investigate responses of soils to specific management practices to determine the use capabilities of soils and the effects of alternative practices on soil productivity.

  • Plan or supervise waste management programs for composting or farming.

  • Conduct experiments to develop new or improved varieties of field crops, focusing on characteristics such as yield, quality, disease resistance, nutritional value, or adaptation to specific soils or climates.

  • Study ways to improve agricultural sustainability, such as the use of new methods of composting.

  • Provide information or recommendations to farmers or other landowners regarding ways in which they can best use land, promote plant growth, or avoid or correct problems such as erosion.

  • Identify or classify species of insects or allied forms, such as mites or spiders.

  • Study soil characteristics to classify soils on the basis of factors such as geographic location, landscape position, or soil properties.

  • Develop methods of conserving or managing soil that can be applied by farmers or forestry companies.

  • Perform chemical analyses of the microorganism content of soils to determine microbial reactions or chemical mineralogical relationships to plant growth.

  • Develop improved measurement techniques, soil conservation methods, soil sampling devices, or related technology.

  • Develop new or improved methods or products for controlling or eliminating weeds, crop diseases, or insect pests.

  • Conduct research into the use of plant species as green fuels or in the production of green fuels.

  • Identify degraded or contaminated soils and develop plans to improve their chemical, biological, or physical characteristics.

  • Conduct experiments to investigate the underlying mechanisms of plant growth and response to the environment.

  • Provide advice regarding the development of regulatory standards for land reclamation or soil conservation.

  • Conduct experiments regarding causes of bee diseases or factors affecting yields of nectar or pollen.

  • Conduct experiments investigating how soil forms, changes, or interacts with land-based ecosystems or living organisms.

  • Survey undisturbed or disturbed lands for classification, inventory, mapping, environmental impact assessments, environmental protection planning, conservation planning, or reclamation planning.

  • Communicate research or project results to other professionals or the public or teach related courses, seminars, or workshops.

Technologies & Software

  • Kimi (Moonshot AI)
  • Erosion Productivity Impact Calculator EPIC
  • UNSATFLOW
  • LandSerf
  • Grok (xAI)
  • Consensus
  • Qwen (Alibaba)
  • Soil information databases
  • PedonCE
  • GSLIB
  • DeepSeek
  • PC-Progress HYDRUS
  • National Soil Information System NASIS
  • ESRI ArcGIS software
  • SPAW
  • Nova (Amazon)
  • Scite AI
  • National Resources Conservation Service NRCS PEDON Description Program PDP
  • Microsoft PowerPoint
  • Microsoft Word
  • NotebookLM (Google)
  • Semantic Scholar AI
  • Elicit
  • 3dMapper
  • European Soil Erosion Model EUROSEM
  • GEOEAS
  • Gstat
  • SGeMS
  • Geographic information system GIS software
  • SoilVision Systems SVOFFICE
  • Water Erosion Prediction Project WEPP
  • Gemini (Google)
  • IBM SPSS Statistics
  • Leica Geosystems ERDAS IMAGINE
  • ChatGPT (OpenAI)
  • Mistral AI (chat/models)
  • Microsoft Excel
  • R
  • Mistral (Mistral AI)
  • STATISTICA
  • Microsoft Office software
  • Perplexity AI
  • Geographic information system GIS systems
  • National Resources Conservation Service NRCS Soils Explorer
  • SAS
  • Gemini for Workspace
  • Variogram Estimation and Spatial Prediction plus Error Vesper
  • Claude (Anthropic)
  • Microsoft Access
  • Autodesk AutoCAD
  • Llama (Meta)
  • Word processing software
  • Microsoft Active Server Pages ASP
  • GAEA Technologies WinSieve
  • Cell tissue culture incubators
  • Laser particle sizers
  • Lysimeters
  • Calibrated soil scoops
  • Synthetic aperture radar SAR
  • Fluorimeters
  • Sample containers
  • Gel electrophoresis systems
  • Canopy analyzers
  • High speed centrifuges
  • Precision balances
  • Conductivity meters
  • Tensiometers
  • Hand augers
  • Atomic absorption AA spectrometers
  • pH indicators
  • Laminar flow hoods
  • Digital pH meters
  • Laboratory growth chambers
  • Personal computers
  • Gel documentation systems
  • Organic carbon analyzers
  • Laboratory drying ovens
  • Laboratory mixers
  • Ground penetrating radar GPR
  • Osmometers
  • Glass beakers
  • Personal digital assistants PDA
  • Thermocouples
  • Laptop computers
  • Soil analysis hydrometers
  • Heat flux plates
  • Infrared gas analyzers
  • Laboratory muffle furnaces
  • Soil moisture neutron probes
  • X ray fluorescence XRF spectrometers
  • Autosamplers
  • Glass flasks
  • Laboratory sieves
  • Ion chromatographs
  • Circulating water baths
  • Dataloggers
  • Epifluorescence microscopes
  • Laboratory grinders
  • Global positioning system GPS receivers
  • Colorimeters
  • Hot water shaking baths
  • Mass spectrometers
  • Porometers
  • Light detection and ranging LIDAR systems
  • Desktop computers
  • Infrared cameras
  • Psychrometers
  • Digital cameras
  • Microtiter plate readers
  • Soil augers
  • Graduated glass cylinders
  • Soil thermometers
  • Polarizing microscopes
  • Polymerase chain reaction PCR equipment
  • Spectrophotometers
  • Inductively coupled plasma atomic emission spectrometers ICP-AES
  • Gel dryers
  • Erlenmeyer flasks
  • Luminometers
  • Flame photometers
  • Refrigerated microfuges
  • Reciprocating shaker water baths
  • Gamma ray spectrometers
  • Electron microscopes
  • Laboratory test tubes